{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"building_\", \"score\": 0.1796875, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_\", \"score\": 0.01953125, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Brown\", \"dominantColorBackground\": \"Blue\", \"dominantColors\": [\"Brown\"], \"accentColor\": \"A66B25\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"water\", \"outdoor\", \"building\", \"boat\", \"large\", \"front\", \"sitting\", \"river\", \"view\", \"bridge\", \"body\", \"lake\", \"traveling\", \"snow\", \"group\", \"tower\", \"docked\", \"clock\", \"train\"], \"captions\": [{\"text\": \"a bridge over a body of water\", \"confidence\": 0.5876000395795055}]}, \"requestId\": \"8977aead-0551-4c82-a5a7-2a1a31ba73ce\", \"metadata\": {\"height\": 310, \"width\": 480, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "#if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#   subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "#else:\n",
    "   #  print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "     #sys.exit()\n",
    "\n",
    "endpoint = \"https://cjn813.cognitiveservices.azure.com/\"#https://{endpoint}/vision/v3.0/read/analyze[?language]\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"e33e05cf8a914c73b9a740cab41e61cc\"\n",
    "\n",
    "# base url\n",
    "analyze_url =\"https://cjn813.cognitiveservices.azure.com/vision/v2.1/analyze\"#\"https://cjn813.cognitiveservices.azure.com/vision/v3.0/read/analyze[?language]\" \"https://cjn813.cognitiveservices.azure.com/vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/li_man_qi/api_start/raw/master/images/Louvre.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'Louvre.jpg'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-6-d29fc666a853>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     23\u001b[0m \u001b[0mimage_path\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"Louvre.jpg\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     24\u001b[0m \u001b[1;31m# Read the image into a byte array\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 25\u001b[1;33m \u001b[0mimage_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimage_path\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"rb\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     26\u001b[0m headers = {'Ocp-Apim-Subscription-Key': \"e33e05cf8a914c73b9a740cab41e61cc\",\n\u001b[0;32m     27\u001b[0m            'Content-Type': 'application/octet-stream'}\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'Louvre.jpg'"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"Louvre.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e33e05cf8a914c73b9a740cab41e61cc\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://cjn813.cognitiveservices.azure.com/vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/li_man_qi/api_start/raw/master/images/Louvre.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key':  \"e33e05cf8a914c73b9a740cab41e61cc\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取印刷体文本和手写文本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 提取文本（读取API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-25T02:40:57Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-25T02:40:58Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -0.2745,\n",
      "                \"width\": 1080,\n",
      "                \"height\": 2079,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            537,\n",
      "                            1051,\n",
      "                            954,\n",
      "                            1049,\n",
      "                            955,\n",
      "                            1148,\n",
      "                            537,\n",
      "                            1150\n",
      "                        ],\n",
      "                        \"text\": \"EURE\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    538,\n",
      "                                    1052,\n",
      "                                    946,\n",
      "                                    1050,\n",
      "                                    942,\n",
      "                                    1150,\n",
      "                                    538,\n",
      "                                    1150\n",
      "                                ],\n",
      "                                \"text\": \"EURE\",\n",
      "                                \"confidence\": 0.636\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = \"https://cjn813.cognitiveservices.azure.com/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://gitee.com/li_man_qi/api_start/raw/master/images/lucky.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e33e05cf8a914c73b9a740cab41e61cc\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 提取文本（OCR API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 19975 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 19975 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 20107 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 20107 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 32988 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 32988 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 24847 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 24847 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 24179 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 24179 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 21916 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 21916 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 20048 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 20048 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 36196 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 36196 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 26469 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 26469 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 21487 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 21487 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 26399 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 26399 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 21457 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 21457 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 36130 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 36130 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 26292 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 26292 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 23500 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 23500 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 19968 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 19968 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 39269 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 39269 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 37117 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 37117 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 20250 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 20250 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 22909 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 22909 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 30340 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 30340 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 36229 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 36229 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 29190 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 29190 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 26080 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 26080 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 25932 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\PC\\Anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:176: RuntimeWarning: Glyph 25932 missing from current font.\n",
      "  font.load_char(ord(s), flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "ocr_url = \"https://cjn813.cognitiveservices.azure.com/vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/li_man_qi/api_start/raw/master/images/lucky.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e33e05cf8a914c73b9a740cab41e61cc\"}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 识别一下名人（创建并运行名人示例）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Mao Zedong', 'confidence': 0.9999867677688599, 'faceRectangle': {'left': 24, 'top': 40, 'width': 84, 'height': 84}}]}, 'requestId': '13550dfe-c218-4fca-ba44-ccb6e27f1ff5', 'metadata': {'height': 210, 'width': 150, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"e33e05cf8a914c73b9a740cab41e61cc\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://cjn813.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/li_man_qi/api_start/raw/master/images/chairman.jpg\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 识别地标（创建并运行地标示例）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Eiffel Tower', 'confidence': 0.9999803304672241}]}, 'requestId': 'c1bd919d-2840-4f5b-b59f-3413beaa0c8f', 'metadata': {'height': 673, 'width': 500, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "#if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "   # subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "#else:\n",
    "   # print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    #sys.exit()\n",
    "\n",
    "#if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    " #   endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "landmark_analyze_url = \"https://cjn813.cognitiveservices.azure.com/vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/li_man_qi/api_start/raw/master/images/The%20Eiffel%20Tower.jpg\"\n",
    "headers = {'Ocp-Apim-Subscription-Key': 'e33e05cf8a914c73b9a740cab41e61cc'}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
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   "source": []
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